Normalised records
Normalised records (silver)
Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.
Normalised rows
99,495
usable in matching
Flagged rows
99,881
99.9% carry at least one flag
Junk quarantined
505
no usable last name
Average quality score
0.75
1.00 = no corrections needed
Quality flags
What normalisation had to do, and how often. Select a flag to filter the table.
- Placeholder values cleared71,257Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
- Whitespace trimmed57,061Leading or trailing whitespace removed from one or more fields
- Address re-cased56,490Street line re-cased and punctuation removed
- Street suffix standardised55,824Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
- Phone reformatted50,244Phone reduced to ten digits, punctuation and leading country code removed
- Name re-cased39,996Name letter-case rewritten to Title Case and stray characters removed
- Date of birth reformatted32,400Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
- City re-cased17,850City re-cased to Title Case
- Gender normalised16,828Gender mapped to F or M from a longer or variant value
- Email lower-cased11,635Email lower-cased
- Name split from “Last, First”9,980First-name field held "LAST, FIRST"; the two parts were split into their own fields
- State name converted to code9,084Full state name replaced by its two-letter USPS code
- ZIP+4 trimmed8,263ZIP+4 trimmed to the five-digit ZIP
- Member ID reformatted7,723Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
- ZIP missing7,146Street address present but no ZIP supplied
- Unit split from street6,994Apartment, suite or unit designator split from street line and re-appended in standard form
- Two-digit birth year6,661Date of birth carried a two-digit year; century inferred by pivot
- State code upper-cased4,010Two-letter state code upper-cased
- Plan code upper-cased3,278Plan code upper-cased
- SSN last four extracted2,817Last four digits of SSN extracted from a longer or punctuated value
- Date of birth unreadable2,274Date of birth did not match any known format or was out of range; cleared
- Phone missing area code2,021Phone had only seven digits (no area code); cleared
- Middle initial moved out of first name1,125A single middle initial was embedded in the first-name field and moved to middle name
- Date of birth missing990Date of birth absent or a null token; left empty
- No usable name (quarantined)505No usable last name; record quarantined as junk and excluded from matching
Normalised records
Enrollment, lowest dq score first
| Record | Source | Name | DOB | Member ID | Phone | Address | Quality score | Flags |
|---|---|---|---|---|---|---|---|---|
| ENR-141367 | ENR | Matthew Y Cruz | 1982-02-15 | UHC-51746-95 | — | 5680 Hillcrest Rd, Sacramento, CA, 95879 | 0.60 | Name re-casedMember ID reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-103073 | ENR | Sharon A Garza | 1965-03-01 | UHC-87804-96 | 4345597683 | 6519 Union St, Denver, CO, 80247 | 0.60 | Middle initial moved out of first nameName re-casedDate of birth reformattedPhone reformatted+4 more |
| ENR-101552 | ENR | Samuel E Matthews | 1944-09-02 | UHC-46320-28 | 3122669108 | 7941 Elm St, Plano, TX, 75044 | 0.60 | Phone reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-110481 | ENR | Rachel L Bradley | 1943-10-26 | UHC-97573-46 | 4488784946 | 446 Central Ave, Dallas, TX, 75262 | 0.60 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-109720 | ENR | Mariana Howell | 1972-11-18 | UHC-32155-76 | 8684448970 | 5535 Meadow Ln Apt 28, Columbus, OH, 43220 | 0.60 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-122277 | ENR | Denise X Padilla | 1961-11-02 | UHC-97647-24 | — | 1651 Hillcrest Rd, Denver, CO, 80213 | 0.60 | Name re-casedDate of birth reformattedMember ID reformattedStreet suffix standardised+4 more |
| ENR-119004 | ENR | Nancy Wright | 1984-01-05 | UHC-03765-78 | 6073773218 | 8257 Mountain View Dr, Plano, TX, 75067 | 0.60 | Name re-casedTwo-digit birth yearPhone reformattedMember ID reformatted+4 more |
| ENR-104098 | ENR | Katherine S Williamson | 1974-04-22 | UHC-03866-47 | 3783171459 | 5607 Central Ave, Plano, TX | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-128957 | ENR | Jean Chavez | 1965-06-07 | UHC-97809-22 | 7673313354 | 1806 River Rd, San Diego, CA | 0.60 | Name re-casedDate of birth reformattedPhone reformattedState code upper-cased+4 more |
| ENR-121226 | ENR | Frances Z Rogers | 1953-05-25 | UHC-18099-21 | 8117742862 | 131 Lake View Rd, Sacramento, CA, 95868 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-105155 | ENR | Melissa B Jacobs | 1955-02-20 | UHC-37569-88 | 8698779773 | 2514 Grand Ave, Austin, TX, 78738 | 0.60 | Phone reformattedMember ID reformattedSSN last four extractedStreet suffix standardised+4 more |
| ENR-109635 | ENR | Robert Patel | 1998-01-08 | UHC-85449-55 | 6004637069 | 7450 Lake View Rd, Seattle, WA, 98146 | 0.60 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-129422 | ENR | Roger Lawson | 1955-03-01 | UHC-72270-43 | 2434981000 | 4540 Meadow Ln, Las Vegas, NV | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-139704 | ENR | Wei C Johnson | 1973-02-12 | UHC-77276-31 | 5898413733 | 474 Canyon Rd, Tampa, FL, 33673 | 0.60 | Name split from “Last, First”Date of birth reformattedPhone reformattedMember ID reformatted+4 more |
| ENR-104060 | ENR | Wei X Bailey | 1963-09-25 | UHC-00260-68 | 3469124284 | 8300 Park Pl, Mesa, AZ, 85214 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+4 more |
| ENR-116115 | ENR | Ana Alvarado | 1967-06-19 | UHC-55845-19 | 8973105980 | 5209 Ocean Ave, Chandler, AZ, 85209 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-127137 | ENR | Teresa K Meyer | 1943-03-14 | UHC-07697-73 | 3503589022 | 2292 Canyon Rd, Los Angeles, CA, 90013 | 0.60 | Name re-casedDate of birth reformattedMember ID reformattedStreet suffix standardised+4 more |
| ENR-124134 | ENR | Bobby Wright | 1994-04-03 | UHC-74847-84 | — | 8097 Central Ave, Eden Prairie, MN | 0.60 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-137864 | ENR | Stephen Schmidt | 1939-11-16 | UHC-90450-82 | 2389099766 | 8679 Grand Ave, Tampa, FL, 33668 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-137225 | ENR | Cheryl N Bradley | 1981-08-26 | UHC-91491-21 | 8338027279 | 1119 Lake View Rd, Orlando, FL, 32858 | 0.60 | Date of birth reformattedPhone reformattedMember ID reformattedStreet suffix standardised+4 more |
| ENR-133307 | ENR | Ashley W Richardson | 1965-01-18 | UHC-96287-84 | 8412204558 | 5796 Sage Ct, Orlando, FL | 0.60 | Name re-casedPhone reformattedMember ID reformattedStreet suffix standardised+4 more |
| ENR-127861 | ENR | Barbara P Aguilar | 1997-08-24 | UHC-82036-55 | 7762306881 | 4233 Ocean Ave, Seattle, WA | 0.60 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-114383 | ENR | Richard K Ferguson | 1949-12-18 | UHC-78818-78 | 5688679799 | 4772 Central Ave, Tucson, AZ | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-116767 | ENR | Ethan U Turner | 1979-07-21 | UHC-63512-82 | 4725798708 | 3909 Central Ave, Seattle, WA, 98119 | 0.60 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-101623 | ENR | Sara Y Bryant | 2008-07-23 | UHC-95119-03 | 8907536979 | 2128 Maple Ave, Jacksonville, FL, 32211 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-135308 | ENR | Mark I Hunt | 1979-01-24 | UHC-14722-67 | 8007595729 | 6380 Lake View Rd, Charlotte, NC, 28257 | 0.60 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-124943 | ENR | Theresa Thompson | 1998-04-21 | UHC-43516-11 | 3065372127 | 7858 Palm Dr, Plano, TX, 75016 | 0.60 | Name split from “Last, First”Phone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-120263 | ENR | Scott L Obrien | 1979-03-15 | UHC-07659-60 | 8917561537 | 3693 Camelback Rd, Atlanta, GA, 30315 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-107381 | ENR | Mariana L Lane | 1972-09-10 | UHC-44784-71 | 4512799408 | 3982 Cedar Ln, Denver, CO | 0.60 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-117968 | ENR | Jeffrey U Alvarado | 1996-06-06 | UHC-07952-97 | 3297682018 | 4090 Apache Blvd Apt 12, Orlando, FL, 32860 | 0.60 | Name re-casedDate of birth reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-130773 | ENR | Deborah A Hoffman | 1955-12-20 | UHC-58070-09 | 6522655625 | 551 Spring St, Chandler, AZ, 85202 | 0.60 | Name re-casedDate of birth reformattedMember ID reformattedStreet suffix standardised+4 more |
| ENR-121169 | ENR | Roger L Mills | 1945-04-01 | UHC-89961-17 | 5565978095 | 8121 Central Ave, Eden Prairie, MN, 55350 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-104777 | ENR | Anthony Petterson | 1968-05-22 | UHC-92064-20 | 3152182716 | 1392 Ocean Ave, Scottsdale, AZ, 85251 | 0.60 | Name split from “Last, First”Phone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-112224 | ENR | Sandra M Fox | 1971-01-19 | UHC-53823-26 | 2352875157 | 8751 Washington St, Las Vegas, NV | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-128571 | ENR | Sara Harper | 1997-12-08 | UHC-57874-45 | 2158392413 | 7599 Oak St, Minneapolis, MN, 55447 | 0.60 | Name re-casedDate of birth reformattedMember ID reformattedStreet suffix standardised+4 more |
| ENR-128595 | ENR | Zachaary S Schmidt | 1956-03-03 | UHC-39649-87 | 5389724331 | 9274 Canyon Rd, Houston, TX, 77067 | 0.60 | Middle initial moved out of first nameName re-casedDate of birth reformattedPhone reformatted+4 more |
| ENR-113276 | ENR | Barbara Alvarado | 1944-05-24 | UHC-81114-79 | 8987327085 | 5105 Lake View Rd, Tempe, AZ, 85233 | 0.60 | Name split from “Last, First”Date of birth reformattedPhone reformattedMember ID reformatted+4 more |
| ENR-123843 | ENR | Wallter B Guzman | 1980-07-20 | UHC-84623-41 | 9268843798 | 9478 Washington St, Tucson, AZ, 85787 | 0.60 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-105060 | ENR | Kathleen Castro | 1957-10-03 | UHC-48032-78 | 9677482171 | 7302 Apache Blvd, Gilbert, AZ | 0.60 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-107150 | ENR | Diana G Hannson | 1989-01-07 | UHC-23006-28 | 6684891550 | 2739 Hillcrest Rd, Fresno, CA, 93730 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-117295 | ENR | Richard T Alvarez | 1969-07-23 | UHC-81323-25 | 8162929878 | 5615 Oak St, Tampa, FL | 0.60 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-141358 | ENR | Coleman Justin | 1977-12-02 | UHC-72290-95 | 8784173750 | 6753 Baseline Rd, San Diego, CA, 92138 | 0.60 | Name re-casedPhone reformattedSSN last four extractedStreet suffix standardised+4 more |
| ENR-125861 | ENR | Diego Franklin | 1969-08-08 | UHC-43190-33 | 4659381311 | 7314 Union St, Mesa, AZ | 0.60 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-120866 | ENR | Kayla E Simmons | 1946-05-05 | UHC-87921-34 | 4779048063 | 5269 Ridge Rd, Gilbert, AZ, 85223 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-112244 | ENR | Lori Ells | 2005-08-15 | UHC-21885-66 | 8887633981 | 5821 Union St, Orlando, FL, 32879 | 0.60 | Name re-casedDate of birth reformattedMember ID reformattedStreet suffix standardised+4 more |
| ENR-118527 | ENR | Robert Z Jensen | 2007-07-06 | UHC-59264-90 | 4962551741 | 396 Apache Blvd, Nashville, TN, 37228 | 0.60 | Middle initial moved out of first namePhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-106092 | ENR | Teresa Mendez | 1987-06-26 | UHC-99599-84 | 8074200818 | 4688 Willow Ct, Chandler, AZ, 85258 | 0.60 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-139978 | ENR | Jose Lane | 1940-11-14 | UHC-60274-32 | 2936064540 | 5125 Cedar Ln, Seattle, WA, 98159 | 0.60 | Name re-casedStreet suffix standardisedAddress re-casedState name converted to code+4 more |
| ENR-131097 | ENR | Douglas Z Guzman | 1939-05-04 | UHC-59096-88 | 4143293966 | 4355 Mountain View Dr, Tempe, AZ, 85299 | 0.60 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-107184 | ENR | Rachel A Peters | 1970-12-15 | UHC-21109-44 | 4284423908 | 8979 Market St, Austin, TX, 78751 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |